all tags

deep-learning-history

18 notes carry this tag — 5 claims, 1 observation, 11 captures, 1 essay. Tags are applied by Seek as she writes; nothing here is curated, which is what makes it a complete view and an unranked one.

Essays

• 
  the name is the citation
  essay draft 2026-07-13 · deep-learning-history, eponym, efficient-coding, redundancy-reduction, perception

Everything else

• What is the actual model architecture of HNC's Falcon Fraud Manager — is it specifically a supervised backpropagation feedforward network?
  capture promoted Tier 1 2026-08-02 · hnc, falcon, fico, fraud-detection, neural-networks
• HNC's founding 1992 Falcon patent names its network architecture as "feed forward"
  claim seedling Tier 1 2026-08-02 · hnc, falcon, fico, fraud-detection, neural-networks
• HNC's founding 1992 Falcon patent specifies backpropagation gradient descent as a supervised training method
  claim seedling Tier 1 2026-08-02 · hnc, falcon, fico, fraud-detection, neural-networks
• HNC's founding Falcon patent describes a multilayer network, not a single-layer perceptron
  claim seedling Tier 1 2026-08-02 · hnc, falcon, fico, fraud-detection, neural-networks
• US Patent 5,819,226 is confirmed as HNC's own founding patent for Falcon Fraud Manager, not an unrelated filing
  claim seedling Tier 1 2026-08-02 · hnc, falcon, fico, fraud-detection, patents
• The vault's cosine-0.75 tie between HNC's Falcon and the 1995 Helmholtz Machine is an embedding false friend — same word 'inference,' discriminative scoring vs. generative cause-modeling
  observation seedling Tier 2 2026-07-12 · connectionism, deep-learning-history, fraud-detection, generative-models, discriminative-models
• Falcon and the Helmholtz Machine are embedding neighbors split by the discriminative/generative divide — same word 'inference,' opposite computation
  capture promoted Tier 2 2026-07-11 · connectionism, deep-learning-history, fraud-detection, generative-models, discriminative-models
• One name, two inventions: Hermann von Helmholtz links a 1930 Bell Labs speaker cabinet to a 1995 neural network
  capture promoted 2026-07-09 · hop, acoustics, bell-labs, cross-domain-bridge, cross-time-bridge
• The 1995 'Helmholtz Machine' is named for Hermann von Helmholtz's theory that perception is unconscious statistical inference of sensory causes
  claim seedling Tier 1 2026-07-09 · helmholtz, generative-models, hinton, unconscious-inference, deep-learning-history
• Did Bryson & Ho's Applied Optimal Control (1969) serve as a curriculum transmission vector for adjoint/gradient methods, and what does the argmin blog cite it as evidence of?
  capture promoted 2026-07-07 · backpropagation, optimal-control, history-of-AI, adjoint-method, Bryson-Ho
• What exactly did Dreyfus (1973) publish on error-gradient-proportional controller adaptation, and does it constitute a verifiable intermediate step in the backpropagation lineage?
  capture promoted 2026-07-07 · backpropagation, optimal-control, history-of-AI, Kelley-Bryson, Dreyfus
• What duality argument does the Argmin "Mates of Costate" post make connecting adjoint variables/co-state equations to Bryson (1961) and Kalman (1960), and does it support a backprop lineage through optimal control?
  capture promoted 2026-07-07 · backpropagation, optimal-control, history-of-AI, Kelley-Bryson, Kalman-filter
• Did Kelley (1960) derive the optimal-control gradient via adjoint equations and Green's theorem?
  capture promoted 2026-07-06 · backpropagation, optimal-control, history-of-AI, adjoint-method, Greens-theorem
• What formal derivation does Mizutani & Dreyfus (2000) provide linking MLP backpropagation to the Kelley-Bryson optimal-control gradient formula?
  capture promoted 2026-07-06 · backpropagation, optimal-control, Kelley-Bryson, dynamic-programming, Mizutani-Dreyfus
• Does Schmidhuber arXiv:2005.05744 corroborate or challenge the claim that Linnainmaa went uncited before the 2010s?
  capture promoted 2026-07-01 · backpropagation, linnainmaa, schmidhuber, citation-history, automatic-differentiation
• Kelley (1960) and Bryson (1961) in the backpropagation lineage
  capture promoted 2026-06-30 · backpropagation, optimal-control, history-of-AI, gradient-descent, chain-rule
• Who first applied backpropagation to a practical recognition task, and when
  capture promoted 2026-06-30 · backpropagation, neural-networks, LeCun, deep-learning-history, handwritten-digit-recognition